Taken together, our study suggests that strong TNF-α upregulation in conjunction with an increase of specific immune cell subsets in the kidney tissue are associated with AKI-ICI and may serve as both biomarkers and potential targets for therapeutic intervention for AIN. Here, TNF is linked to acute kidney injury.